Emergence of large cliques in random scale-free networks

被引:39
作者
Bianconi, G [1 ]
Marsili, M [1 ]
机构
[1] Abdus Salam Int Ctr Theoret Phys, I-34014 Trieste, Italy
来源
EUROPHYSICS LETTERS | 2006年 / 74卷 / 04期
关键词
D O I
10.1209/epl/i2005-10574-3
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In a network cliques are fully connected subgraphs that reveal which are the tight communities present in it. Cliques of size c > 3 are present in random Erdos and Renyi graphs only in the limit of diverging average connectivity. Starting from the finding that real scale-free graphs have large cliques, we study the clique number in uncorrelated scale-free networks finding both upper and lower bounds. Interestingly, we find that in scale-free networks large cliques appear also when the average degree is finite, i.e. even for networks with power law degree distribution exponents gamma is an element of (2, 3). Moreover, as long as gamma< 3, scale-free networks have a maximal clique which diverges with the system size.
引用
收藏
页码:740 / 746
页数:7
相关论文
共 25 条
[11]   Ising model on networks with an arbitrary distribution of connections [J].
Dorogovtsev, SN ;
Goltsev, AV ;
Mendes, JFF .
PHYSICAL REVIEW E, 2002, 66 (01) :1-016104
[12]  
DOROGOVTSEV SN, 2005, CONDMAT0509102
[13]   Universal behavior of load distribution in scale-free networks [J].
Goh, KI ;
Kahng, B ;
Kim, D .
PHYSICAL REVIEW LETTERS, 2001, 87 (27) :278701-278701
[14]  
ISPOLATOV I, 2005, CONDMAT0502005
[15]  
Janson S, 2000, WIL INT S D
[16]  
Jensen Tommy R., 1994, Graph Coloring Problems
[17]   Ferromagnetic ordering in graphs with arbitrary degree distribution [J].
Leone, M ;
Vázquez, A ;
Vespignani, A ;
Zecchina, R .
EUROPEAN PHYSICAL JOURNAL B, 2002, 28 (02) :191-197
[18]   Circuits in random graphs: from local trees to global loops [J].
Marinari, E ;
Monasson, R .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2004,
[19]   Network motifs: Simple building blocks of complex networks [J].
Milo, R ;
Shen-Orr, S ;
Itzkovitz, S ;
Kashtan, N ;
Chklovskii, D ;
Alon, U .
SCIENCE, 2002, 298 (5594) :824-827
[20]   A CRITICAL-POINT FOR RANDOM GRAPHS WITH A GIVEN DEGREE SEQUENCE [J].
MOLLOY, M ;
REED, B .
RANDOM STRUCTURES & ALGORITHMS, 1995, 6 (2-3) :161-179